{"id":1323808,"date":"2020-12-11T02:20:16","date_gmt":"2020-12-11T07:20:16","guid":{"rendered":"https:\/\/gijn.org\/?p=1323808"},"modified":"2024-02-11T02:23:28","modified_gmt":"2024-02-11T07:23:28","slug":"veri-dogrulama-yontemleri-ipuclari","status":"publish","type":"post","link":"https:\/\/gijn.org\/tr\/kaynak\/veri-dogrulama-yontemleri-ipuclari\/","title":{"rendered":"Veri Do\u011frulama Y\u00f6ntemleri-\u0130pu\u00e7lar\u0131"},"content":{"rendered":"<p><span style=\"color: #000000;\"><strong><em><br \/>\nToplanana verileri analiz etmeden \u00f6nce do\u011frulamaya ve temizlemeye ihtiya\u00e7 duyar\u0131z. A\u015fa\u011f\u0131da tavsiyeleri i\u00e7eren kaynaklar listesinden yararlanabilirsiniz.<\/em><\/strong><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #000000;\"><strong><a rel=\"noopener\" target=\"_blank\" href=\"http:\/\/www.verigazeteciligi.com\/veri-biyografileri-verinizi-tanimak\/\">Veri Biyografileri: Verinizi Tan\u0131mak<\/a>\u00a0<\/strong>istatistik\u00e7i\u00a0Heather Krause taraf\u0131ndan haz\u0131rlanan yaz\u0131da verileri analiz etmeden \u00f6nce veri biyografisi olu\u015fturman\u0131n verilerdeki tutars\u0131zl\u0131klar\u0131 anlamada \u00f6nemli oldu\u011funa yer veriliyor. Verilerin objektifli\u011fi konusunda sistematik bir kontrol\u00fcn \u00f6nemli bir do\u011frulama a\u015famas\u0131 oldu\u011funa dikkat \u00e7ekiliyor. Yani\u00a0\u201cveri setinin ad\u0131, veri seti kayna\u011f\u0131n\u0131n linki, tutulan kayna\u011f\u0131n linki, veriyi kimin toplad\u0131\u011f\u0131, verinin boyutu, kimin katk\u0131 sa\u011flad\u0131\u011f\u0131 ya da sa\u011flamad\u0131\u011f\u0131, veri setinin ne zaman topland\u0131\u011f\u0131, ne zaman g\u00fcncellendi\u011fi, neden topland\u0131\u011f\u0131, verinin kalitesi, verinin kullan\u0131m \u015fartlar\u0131\/ko\u015fullar\u0131\u201d ba\u015fl\u0131klar\u0131ndan olu\u015fuyor.<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/docs.google.com\/document\/d\/1uNM2HtlzH3uXOtdUQGrA6EWz8664HWL4QJT8zuOFtSc\/edit?ts=5df09c30\"><br \/>\nQuartz Da\u011f\u0131n\u0131k\/K\u00f6t\u00fc Veri Rehberi <\/a>\u00a0<\/strong> verilerde olas\u0131 hatalar\u0131n neler olabilece\u011fine yer verilen \u00f6nemli bir liste. Verinizi temizlemeden \u00f6nce bu listeyi inceleyebilirsiniz ve da\u011f\u0131n\u0131k verilerde olan hatalar\u0131 anlayabilirsiniz. <strong>\u00a0<a href=\"https:\/\/cn.gijn.org\/2016\/01\/10\/quartz%E5%9D%8F%E6%95%B0%E6%8D%AE%E6%8C%87%E5%8D%97%E7%B2%BE%E9%80%89%EF%BC%9A%E5%A4%84%E7%90%86%E6%95%B0%E6%8D%AE%E7%9A%84%E6%AD%A3%E7%A1%AE%E6%96%B9%E5%BC%8F%E4%B8%80%E8%A7%88\/\">\u00c7ince<\/a>,\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/github.com\/piyo-ko\/bad-data-guide\/blob\/master\/README_ja.md\">Japonca<\/a>,\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/escoladedados.org\/2016\/09\/guia-quartz-para-limpeza-de-dados\/\">Portekizce<\/a>, <a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/es.schoolofdata.org\/guia-quartz\/\">\u0130spanyolca<\/a>\u00a0ve <a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/docs.google.com\/document\/d\/1uNM2HtlzH3uXOtdUQGrA6EWz8664HWL4QJT8zuOFtSc\/edit?ts=5df09c30\">T\u00fcrk\u00e7e&#8217;ye<\/a>\u00a0<\/strong> \u00e7evrildi.<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/github.com\/propublica\/guides\/blob\/master\/data-bulletproofing.md\"><br \/>\nProPublica\u2019n\u0131n Veri Do\u011frulama Rehberi<\/a>\u00a0<\/strong> verinizi do\u011frulamak i\u00e7in \u00f6nemli bir veri do\u011frulama rehberi. D\u00fczenli olarak g\u00fcncellenen rehbere <strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/github.com\/propublica\/guides\/blob\/master\/data-bulletproofing.md\">Github <\/a><\/strong>\u00fczerinden ula\u015fabilirsiniz.<\/span><\/p>\n<div class=\"course__head\">\n<div class=\"course__bar\">\n<p class=\"course__author-name\"><span style=\"color: #000000;\"><strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/datajournalism.com\/contributors\/debrouwere\"><br \/>\n<\/a><\/strong>Gazeteci<strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/datajournalism.com\/contributors\/debrouwere\"> Stijn Debrouwere<\/a>\u00a0<\/strong>\u00a0taraf\u0131ndan datajournalism.com adresinde haz\u0131rlanm\u0131\u015f olan ders i\u00e7erikleri veri seti do\u011frulama, veri eksiklikleri gibi da\u011f\u0131n\u0131klar\u0131 anlaman\u0131za yard\u0131mc\u0131 bir<strong> <a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/datajournalism.com\/watch\/bulletproof-data-journalism\">video i\u00e7erik.\u00a0<\/a><\/strong><\/span><\/p>\n<\/div>\n<\/div>\n<p><span style=\"color: #000000;\"><strong><a rel=\"noopener\" target=\"_blank\" href=\"http:\/\/miriamposner.com\/classes\/dh101f17\/tutorials-guides\/data-manipulation\/get-started-with-openrefine\/\"><br \/>\nOpenRefine ile veri derleme\/temizleme<\/a>\u00a0\u00a0<\/strong>Miriam Posner taraf\u0131ndan haz\u0131rlanan yaz\u0131 ekran g\u00f6r\u00fcnt\u00fcleri ile a\u015fama a\u015fama veri temizleme y\u00f6ntemlerini \u00f6\u011fretiyor.\u00a0 T\u00fcrk\u00e7e veri temizleme video linkine ise <strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/veribulteni.voyd.org.tr\/2-2-openrefine-ile-veri-temizleme\/\">buradan <\/a><\/strong>ula\u015fabilirsiniz.\u00a0 Ayr\u0131ca\u00a0Duke \u00dcniversitesi taraf\u0131ndan \u00e7evrim i\u00e7i <strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/libjohn.github.io\/openrefine\/index.html\">rehbere<\/a> <\/strong>de buradan ula\u015fabilirsiniz.\u00a0<\/span><\/p>\n<p><span style=\"color: #000000;\"><br \/>\nVeri gazetecisi\u00a0 Maarten Lambrechts taraf\u0131ndan da\u011f\u0131n\u0131k veriyi excel ile temizleyip standartla\u015ft\u0131rmay\u0131 sa\u011flayan e\u011fitime <strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/datajournalism.com\/watch\/cleaning-data-in-excel\">buradan <\/a><\/strong>ula\u015fabilirsiniz. Google e-tablo ile veri temizleme <strong><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/veribulteni.voyd.org.tr\/2-1-google-e-tablolar-ile-veri-temizleme\/\">videosuna<\/a> <\/strong>ise buradan ula\u015fabilirsiniz.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Toplanana verileri analiz etmeden \u00f6nce do\u011frulamaya ve temizlemeye ihtiya\u00e7 duyar\u0131z. A\u015fa\u011f\u0131da tavsiyeleri i\u00e7eren kaynaklar listesinden yararlanabilirsiniz. &nbsp; Veri Biyografileri: Verinizi Tan\u0131mak\u00a0istatistik\u00e7i\u00a0Heather Krause taraf\u0131ndan haz\u0131rlanan yaz\u0131da verileri analiz etmeden \u00f6nce veri biyografisi olu\u015fturman\u0131n verilerdeki tutars\u0131zl\u0131klar\u0131 anlamada \u00f6nemli oldu\u011funa yer veriliyor. Verilerin objektifli\u011fi konusunda sistematik bir kontrol\u00fcn \u00f6nemli bir do\u011frulama a\u015famas\u0131 oldu\u011funa dikkat \u00e7ekiliyor. Yani\u00a0\u201cveri setinin ad\u0131, [&hellip;]<\/p>\n","protected":false},"author":3031180,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"republication-tracker-tool-hide-widget":false,"footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"categories":[23204,23200],"tags":[],"gijn_topic":[18925],"series":[],"gijn_language":[],"gijn_region":[],"class_list":["post-1323808","post","type-post","status-publish","format-standard","hentry","category-ipucu-sayfasi","category-kaynak","gijn_topic-veri-gazeteciligi"],"acf":[],"ticketed":false,"_links":{"self":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/1323808","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/users\/3031180"}],"replies":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/comments?post=1323808"}],"version-history":[{"count":1,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/1323808\/revisions"}],"predecessor-version":[{"id":1323809,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/1323808\/revisions\/1323809"}],"wp:attachment":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/media?parent=1323808"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/categories?post=1323808"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/tags?post=1323808"},{"taxonomy":"gijn_topic","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_topic?post=1323808"},{"taxonomy":"series","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/series?post=1323808"},{"taxonomy":"gijn_language","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_language?post=1323808"},{"taxonomy":"gijn_region","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_region?post=1323808"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}